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IBM A1000-144 exam is an essential certification for professionals seeking to demonstrate their expertise in machine learning. A1000-144 exam covers a wide range of topics related to data science and machine learning, and passing it can help professionals advance their careers and stand out in a competitive job market.
To prepare for the IBM A1000-144 certification exam, you should have a solid understanding of machine learning concepts and techniques. You should also be familiar with IBM's machine learning tools and technologies. IBM offers a range of training courses and certification programs to help you prepare for the exam. You can also find a variety of study materials online, including practice exams and study guides.
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| Section | Weight | Objectives |
|---|---|---|
| Monitor Models in Production | 17% | - Determine whether unfair bias exists in the model - Monitor the model in production - Assess the model |
| Exploratory Data Analysis Including Data Preparation | 18% | - Balance and partition data - Visualize data - Identify methods used to clean, label, and anonymize data |
| Refine and Deploy the Model | 18% | - Configure environment specifications for model training - Select appropriate tools - Identify operations and transformations used for feature selection and engineering - Train the model and optimize hyperparameters - Implement model explainability |
| Evaluate Business Problem Including Ethical Implications | 21% | - Assess progress on the AI Ladder - Understand business requirements - Understand ethical challenges in the business problem - Understand what data is available - Perform AI design thinking |
| Implement the Proper Model | 26% | - Implement unsupervised learning using clustering - Implement supervised learning using classification - Implement unsupervised learning using dimensional reduction - Implement supervised learning using regression |
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